An implementation of this class takes the residuals from a
regression model that has been fit to grouped data, and uses
them to estimate the within-group dependence structure of the
random errors in the model.

The current state of the covariance structure is represented
through the value of the dep_params attribute.

The default state of a newly-created instance should always be
the identity correlation matrix.